Intelligent household electrical appliance data encryption method based on neural network

Abstract

The invention discloses an intelligent household electrical appliance data encryption method based on a neural network. A first communication end, a second communication end and a stealing end are included, a first neural network, a second neural network and a third neural network are established at the first communication end, the second communication end and the stealing end, the first neural network and the second neural network are used for encrypting data, and the third neural network is used for decrypting the data. The method comprises steps of establishing a generation model of the first neural network and the second neural network; establishing a discrimination model of a third neural network; and inputting the encrypted data of the second communication end of the first communication end into a generation model, training the generation model, inputting the encrypted data obtained by the stealing end into a judgment model, training the judgment model, inputting the training data of the generation model into the judgment model, judging and decrypting by the judgment model, and training for multiple times to obtain the minimum probability of decryption. According to the method, the neural network is used for encrypting the intelligent household appliances which communicate with one another, a powerful decryption algorithm is defended, and the privacy security of user datais protected.

Description

technical field [0001] The invention relates to the technical field of encryption, in particular to a neural network-based data encryption method for smart home appliances. Background technique [0002] With the development of artificial intelligence technology, the intelligence of household appliances is getting higher and higher, and the user data recorded by appliances is also increasing; at the same time, the development of the Internet of Things makes the data between appliances and between appliances and external networks Shared communication is becoming more and more frequent, therefore, the data security of household appliances is becoming more and more important, and the traditional data encryption method, for today's communication with a large amount of data, there will be some technical disconnection, which is difficult to guarantee User privacy and security. Existing data encryption technologies such as symmetric encryption, if the encryption algorithm is not st...

AI Technical Summary

Problems solved by technology

[0002] With the development of artificial intelligence technology, the intelligence of household appliances is getting higher and higher, and the user data recorded by appliances is also increasing; at the same time, the development of the Internet of Things makes the data between appliances and between appliances and external networks Shared communication is becoming more and more frequent, therefore, the data security of household appliances is becoming more and more important, and the traditional data encryption method, for today's communication with a large amount of data, there will be some technical disconnection, which is difficult to guarantee User privacy and security

Existing data encryption technologies such as symmetric encryption, if the encryption algorithm is not strong enough, it is very likely to be cracked; such as homomorphic encryption, asymmetric encryption, etc., the calculation cost is too high, and the applicable occasions are limited; and in the application of intelligent home appliances , the data exchange between electrical appliances is frequent and the data volume is huge, and the existing encryption technology is difficult to apply to this occasion

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